CONTROL APPARATUS, CONTROL METHOD, AND PROGRAM
The present disclosure aims to improve the efficiency of task offloading in consideration of network usage statuses such as network topology and bandwidth. To this end, the present disclosure provides a control apparatus that controls allocation of a task to a physical network constructed and modeled by nodes having edge nodes and cloud nodes, the control apparatus including: an observation unit that observes task information regarding the task requested by an end device and network usage information indicating a usage status of the physical network; a calculation unit that calculates an optimal specific node for offloading the task based on the observation result of the observation unit; and a transfer unit that transfers the task to the specific node.
1 . A control apparatus comprising:
a processor; and
a memory storing program instructions that cause the processor to:
observe task information regarding a task requested by an end device and network usage information indicating a usage status of a physical network constructed and modeled by nodes including edge nodes and cloud nodes:
calculate an optimal specific node for offloading the task based on a result of the observation; and
transfer the task to the specific node.
2 . The control apparatus according to claim 1 ,
wherein the program instructions cause the processor to calculate an optimal route between the nodes by aggregating traffic demand information between the nodes based on the result of the observation, and
transfer the task to the specific node via the optimal route.
3 . The control apparatus according to claim 1 , wherein the program instructions cause the processor to calculate the specific node using a task offloading algorithm that is based on cooperative multi-agent deep reinforcement learning, based on the result of the observation.
4 . The control apparatus according to claim 1 , wherein the task information includes at least one of information on a required computing resource demand, a traffic demand, or a maximum allowable delay time.
5 . The control apparatus according to claim 1 , wherein the network usage information is information regarding network topology or bandwidth.
6 . A control method comprising:
observing task information regarding a task requested by an end device and network usage information indicating a usage status of a physical network constructed and modeled by nodes including edge nodes and cloud nodes;
calculating an optimal specific node for offloading the task based on a result of the observation; and
transferring the task to the specific node.
7 . A non-transitory computer-readable recording medium having stored therein a program causing a computer to execute a method comprising:
observing task information regarding a task requested by an end device and network usage information indicating a usage status of a physical network constructed and modeled by nodes including edge nodes and cloud nodes:
calculating an optimal specific node for offloading the task based on a result of the observation; and
transferring the task to the specific node.